On the Prerequisites for Improving Prejudiced Ranking(s) with Individual and Post Hoc Interventions
(2024) In Erkenntnis 89(3). p.997-1016- Abstract
- In recruitment, promotion, admission, and other forms of wealth and power apportion, an evaluator typically ranks a set of candidates in terms of their perceived competence. If the evaluator is prejudiced, the resulting ranking will misrepresent the candidates’ actual ranking. This constitutes not only a moral and a practical problem, but also an epistemological one, which begs the question of what we should do – epistemologically – to mitigate it. The article is an attempt to begin to answer this question. I first explore the presuppositions that must obtain for individual interventions to likely yield positive epistemological effects in ranking situations. I then compare these with the corresponding presuppositions of a novel, ‘post hoc’... (More)
- In recruitment, promotion, admission, and other forms of wealth and power apportion, an evaluator typically ranks a set of candidates in terms of their perceived competence. If the evaluator is prejudiced, the resulting ranking will misrepresent the candidates’ actual ranking. This constitutes not only a moral and a practical problem, but also an epistemological one, which begs the question of what we should do – epistemologically – to mitigate it. The article is an attempt to begin to answer this question. I first explore the presuppositions that must obtain for individual interventions to likely yield positive epistemological effects in ranking situations. I then compare these with the corresponding presuppositions of a novel, ‘post hoc’ approach to deprejudicing due to Jönsson and Sjödahl (Episteme 14(4):499–517, 2017), which does not attempt to change evaluators but attempts to increase the veracity of the rankings they produce after the fact (but before the rankings give rise to discriminatory effects) using statistical methods. With these two sets of presuppositions in place, I describe the limitations imposed by each presupposition on its intervention, compare presuppositions across the two kinds of interventions, and conclude that the two kinds of interventions importantly complement each other by having fairly disjoint, but non–conflicting, presuppositions. The post hoc intervention can thus complement an individual intervention (and vice versa) in situations where both are applicable (by adding further increases in veracity), but also by applying to situations where that intervention is not applicable (and thereby increase veracity in situations beyond the reach of that intervention). (Less)
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https://lup.lub.lu.se/record/089526d6-cce3-46d6-892f-8671c9f52e5c
- author
- Jönsson, Martin LU
- organization
- publishing date
- 2024
- type
- Contribution to journal
- publication status
- published
- subject
- in
- Erkenntnis
- volume
- 89
- issue
- 3
- pages
- 20 pages
- publisher
- Springer
- external identifiers
-
- scopus:85130230760
- ISSN
- 1572-8420
- DOI
- 10.1007/s10670-022-00566-2
- project
- Post-hoc Interventions, Theme - Pufendorf IAS
- En kunskapsteoretisk undersökning av interventioner mot implicita fördomar
- language
- English
- LU publication?
- yes
- id
- 089526d6-cce3-46d6-892f-8671c9f52e5c
- date added to LUP
- 2022-04-01 14:44:10
- date last changed
- 2024-07-23 10:50:05
@article{089526d6-cce3-46d6-892f-8671c9f52e5c,
abstract = {{In recruitment, promotion, admission, and other forms of wealth and power apportion, an evaluator typically ranks a set of candidates in terms of their perceived competence. If the evaluator is prejudiced, the resulting ranking will misrepresent the candidates’ actual ranking. This constitutes not only a moral and a practical problem, but also an epistemological one, which begs the question of what we should do – epistemologically – to mitigate it. The article is an attempt to begin to answer this question. I first explore the presuppositions that must obtain for individual interventions to likely yield positive epistemological effects in ranking situations. I then compare these with the corresponding presuppositions of a novel, ‘post hoc’ approach to deprejudicing due to Jönsson and Sjödahl (Episteme 14(4):499–517, 2017), which does not attempt to change evaluators but attempts to increase the veracity of the rankings they produce after the fact (but before the rankings give rise to discriminatory effects) using statistical methods. With these two sets of presuppositions in place, I describe the limitations imposed by each presupposition on its intervention, compare presuppositions across the two kinds of interventions, and conclude that the two kinds of interventions importantly complement each other by having fairly disjoint, but non–conflicting, presuppositions. The post hoc intervention can thus complement an individual intervention (and vice versa) in situations where both are applicable (by adding further increases in veracity), but also by applying to situations where that intervention is not applicable (and thereby increase veracity in situations beyond the reach of that intervention).}},
author = {{Jönsson, Martin}},
issn = {{1572-8420}},
language = {{eng}},
number = {{3}},
pages = {{997--1016}},
publisher = {{Springer}},
series = {{Erkenntnis}},
title = {{On the Prerequisites for Improving Prejudiced Ranking(s) with Individual and Post Hoc Interventions}},
url = {{http://dx.doi.org/10.1007/s10670-022-00566-2}},
doi = {{10.1007/s10670-022-00566-2}},
volume = {{89}},
year = {{2024}},
}